Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 2968 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 301.4 KiB |
| Average record size in memory | 104.0 B |
Variable types
| Numeric | 12 |
|---|
gross_revenue is highly overall correlated with qtde_invoice and 3 other fields | High correlation |
recency_days is highly overall correlated with qtde_invoice | High correlation |
qtde_invoice is highly overall correlated with gross_revenue and 2 other fields | High correlation |
qtde_items is highly overall correlated with gross_revenue and 4 other fields | High correlation |
qtde_products is highly overall correlated with gross_revenue and 3 other fields | High correlation |
avg_basket_size is highly overall correlated with gross_revenue and 4 other fields | High correlation |
avg_unique_basket_size is highly overall correlated with qtde_products and 1 other fields | High correlation |
freq is highly overall correlated with avg_rec_days | High correlation |
avg_ticket is highly overall correlated with avg_basket_size and 1 other fields | High correlation |
avg_rec_days is highly overall correlated with freq | High correlation |
qtde_returns is highly overall correlated with qtde_items and 2 other fields | High correlation |
avg_ticket is highly skewed (γ1 = 25.15677718) | Skewed |
qtde_returns is highly skewed (γ1 = 26.84619429) | Skewed |
customer_id has unique values | Unique |
recency_days has 33 (1.1%) zeros | Zeros |
qtde_returns has 1481 (49.9%) zeros | Zeros |
Reproduction
| Analysis started | 2022-12-20 12:52:39.945868 |
|---|---|
| Analysis finished | 2022-12-20 12:53:15.696102 |
| Duration | 35.75 seconds |
| Software version | pandas-profiling vv3.5.0 |
| Download configuration | config.json |
customer_id
Real number (ℝ)
| Distinct | 2968 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15270.377 |
| Minimum | 12347 |
|---|---|
| Maximum | 18287 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 12347 |
|---|---|
| 5-th percentile | 12619.35 |
| Q1 | 13798.75 |
| median | 15220.5 |
| Q3 | 16768.5 |
| 95-th percentile | 17964.65 |
| Maximum | 18287 |
| Range | 5940 |
| Interquartile range (IQR) | 2969.75 |
Descriptive statistics
| Standard deviation | 1719.1445 |
|---|---|
| Coefficient of variation (CV) | 0.11258036 |
| Kurtosis | -1.2061782 |
| Mean | 15270.377 |
| Median Absolute Deviation (MAD) | 1489 |
| Skewness | 0.032193711 |
| Sum | 45322479 |
| Variance | 2955457.9 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 17850 | 1 | < 0.1% |
| 12670 | 1 | < 0.1% |
| 17734 | 1 | < 0.1% |
| 14905 | 1 | < 0.1% |
| 16103 | 1 | < 0.1% |
| 14626 | 1 | < 0.1% |
| 14868 | 1 | < 0.1% |
| 18246 | 1 | < 0.1% |
| 17115 | 1 | < 0.1% |
| 16611 | 1 | < 0.1% |
| Other values (2958) | 2958 |
| Value | Count | Frequency (%) |
| 12347 | 1 | |
| 12348 | 1 | |
| 12352 | 1 | |
| 12356 | 1 | |
| 12358 | 1 | |
| 12359 | 1 | |
| 12360 | 1 | |
| 12362 | 1 | |
| 12364 | 1 | |
| 12370 | 1 |
| Value | Count | Frequency (%) |
| 18287 | 1 | |
| 18283 | 1 | |
| 18282 | 1 | |
| 18277 | 1 | |
| 18276 | 1 | |
| 18274 | 1 | |
| 18273 | 1 | |
| 18272 | 1 | |
| 18270 | 1 | |
| 18269 | 1 |
gross_revenue
Real number (ℝ)
| Distinct | 2953 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2691.263 |
| Minimum | 6.2 |
|---|---|
| Maximum | 279138.02 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 6.2 |
|---|---|
| 5-th percentile | 229.7325 |
| Q1 | 570.845 |
| median | 1083.905 |
| Q3 | 2306.905 |
| 95-th percentile | 7169.562 |
| Maximum | 279138.02 |
| Range | 279131.82 |
| Interquartile range (IQR) | 1736.06 |
Descriptive statistics
| Standard deviation | 10113.975 |
|---|---|
| Coefficient of variation (CV) | 3.7580775 |
| Kurtosis | 399.25289 |
| Mean | 2691.263 |
| Median Absolute Deviation (MAD) | 671.49 |
| Skewness | 17.664809 |
| Sum | 7987668.7 |
| Variance | 1.0229249 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1078.96 | 2 | 0.1% |
| 2053.02 | 2 | 0.1% |
| 331 | 2 | 0.1% |
| 1353.74 | 2 | 0.1% |
| 889.93 | 2 | 0.1% |
| 745.06 | 2 | 0.1% |
| 379.65 | 2 | 0.1% |
| 2092.32 | 2 | 0.1% |
| 731.9 | 2 | 0.1% |
| 734.94 | 2 | 0.1% |
| Other values (2943) | 2948 |
| Value | Count | Frequency (%) |
| 6.2 | 1 | |
| 13.3 | 1 | |
| 15 | 1 | |
| 36.56 | 1 | |
| 45 | 1 | |
| 52 | 1 | |
| 52.2 | 1 | |
| 52.2 | 1 | |
| 62.43 | 1 | |
| 68.84 | 1 |
| Value | Count | Frequency (%) |
| 279138.02 | 1 | |
| 259657.3 | 1 | |
| 194550.79 | 1 | |
| 136263.72 | 1 | |
| 124564.53 | 1 | |
| 116725.63 | 1 | |
| 91062.38 | 1 | |
| 72882.09 | 1 | |
| 66653.56 | 1 | |
| 65019.62 | 1 |
| Distinct | 272 |
|---|---|
| Distinct (%) | 9.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.31031 |
| Minimum | 0 |
|---|---|
| Maximum | 373 |
| Zeros | 33 |
| Zeros (%) | 1.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 11 |
| median | 31 |
| Q3 | 81 |
| 95-th percentile | 242 |
| Maximum | 373 |
| Range | 373 |
| Interquartile range (IQR) | 70 |
Descriptive statistics
| Standard deviation | 77.760314 |
|---|---|
| Coefficient of variation (CV) | 1.2091423 |
| Kurtosis | 2.7765932 |
| Mean | 64.31031 |
| Median Absolute Deviation (MAD) | 26 |
| Skewness | 1.7980702 |
| Sum | 190873 |
| Variance | 6046.6664 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 99 | 3.3% |
| 4 | 87 | 2.9% |
| 2 | 85 | 2.9% |
| 3 | 85 | 2.9% |
| 8 | 76 | 2.6% |
| 10 | 67 | 2.3% |
| 9 | 66 | 2.2% |
| 7 | 66 | 2.2% |
| 17 | 64 | 2.2% |
| 22 | 55 | 1.9% |
| Other values (262) | 2218 |
| Value | Count | Frequency (%) |
| 0 | 33 | 1.1% |
| 1 | 99 | |
| 2 | 85 | |
| 3 | 85 | |
| 4 | 87 | |
| 5 | 43 | |
| 7 | 66 | |
| 8 | 76 | |
| 9 | 66 | |
| 10 | 67 |
| Value | Count | Frequency (%) |
| 373 | 2 | |
| 372 | 4 | |
| 371 | 1 | < 0.1% |
| 368 | 1 | < 0.1% |
| 366 | 4 | |
| 365 | 2 | |
| 364 | 1 | < 0.1% |
| 360 | 1 | < 0.1% |
| 359 | 1 | < 0.1% |
| 358 | 4 |
qtde_invoice
Real number (ℝ)
| Distinct | 57 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.7230458 |
| Minimum | 1 |
|---|---|
| Maximum | 206 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 17 |
| Maximum | 206 |
| Range | 205 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 8.8485429 |
|---|---|
| Coefficient of variation (CV) | 1.5461248 |
| Kurtosis | 189.99723 |
| Mean | 5.7230458 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 10.741904 |
| Sum | 16986 |
| Variance | 78.296712 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 785 | |
| 3 | 498 | |
| 4 | 393 | |
| 5 | 237 | 8.0% |
| 1 | 190 | 6.4% |
| 6 | 173 | 5.8% |
| 7 | 138 | 4.6% |
| 8 | 98 | 3.3% |
| 9 | 70 | 2.4% |
| 11 | 54 | 1.8% |
| Other values (47) | 332 |
| Value | Count | Frequency (%) |
| 1 | 190 | 6.4% |
| 2 | 785 | |
| 3 | 498 | |
| 4 | 393 | |
| 5 | 237 | 8.0% |
| 6 | 173 | 5.8% |
| 7 | 138 | 4.6% |
| 8 | 98 | 3.3% |
| 9 | 70 | 2.4% |
| 10 | 54 | 1.8% |
| Value | Count | Frequency (%) |
| 206 | 1 | |
| 198 | 1 | |
| 124 | 1 | |
| 97 | 1 | |
| 91 | 2 | |
| 86 | 1 | |
| 72 | 1 | |
| 62 | 2 | |
| 60 | 1 | |
| 57 | 1 |
qtde_items
Real number (ℝ)
| Distinct | 1669 |
|---|---|
| Distinct (%) | 56.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1579.6698 |
| Minimum | 1 |
|---|---|
| Maximum | 196844 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 101.35 |
| Q1 | 296 |
| median | 638 |
| Q3 | 1398.25 |
| 95-th percentile | 4403.25 |
| Maximum | 196844 |
| Range | 196843 |
| Interquartile range (IQR) | 1102.25 |
Descriptive statistics
| Standard deviation | 5700.0984 |
|---|---|
| Coefficient of variation (CV) | 3.6084113 |
| Kurtosis | 518.2266 |
| Mean | 1579.6698 |
| Median Absolute Deviation (MAD) | 419 |
| Skewness | 18.7615 |
| Sum | 4688460 |
| Variance | 32491122 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 310 | 11 | 0.4% |
| 150 | 9 | 0.3% |
| 88 | 9 | 0.3% |
| 134 | 8 | 0.3% |
| 272 | 8 | 0.3% |
| 288 | 8 | 0.3% |
| 84 | 8 | 0.3% |
| 260 | 8 | 0.3% |
| 246 | 8 | 0.3% |
| 200 | 7 | 0.2% |
| Other values (1659) | 2884 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 2 | |
| 12 | 2 | |
| 16 | 1 | |
| 17 | 1 | |
| 18 | 1 | |
| 19 | 1 | |
| 20 | 1 | |
| 23 | 1 | |
| 25 | 1 |
| Value | Count | Frequency (%) |
| 196844 | 1 | |
| 79879 | 1 | |
| 77373 | 1 | |
| 69993 | 1 | |
| 64549 | 1 | |
| 64124 | 1 | |
| 62812 | 1 | |
| 58243 | 1 | |
| 57772 | 1 | |
| 50255 | 1 |
qtde_products
Real number (ℝ)
| Distinct | 469 |
|---|---|
| Distinct (%) | 15.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 122.7035 |
| Minimum | 1 |
|---|---|
| Maximum | 7837 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 29 |
| median | 67 |
| Q3 | 135 |
| 95-th percentile | 382 |
| Maximum | 7837 |
| Range | 7836 |
| Interquartile range (IQR) | 106 |
Descriptive statistics
| Standard deviation | 269.2812 |
|---|---|
| Coefficient of variation (CV) | 2.1945681 |
| Kurtosis | 354.34185 |
| Mean | 122.7035 |
| Median Absolute Deviation (MAD) | 44 |
| Skewness | 15.67683 |
| Sum | 364184 |
| Variance | 72512.365 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 28 | 46 | 1.5% |
| 20 | 38 | 1.3% |
| 35 | 35 | 1.2% |
| 15 | 33 | 1.1% |
| 29 | 32 | 1.1% |
| 19 | 32 | 1.1% |
| 11 | 32 | 1.1% |
| 26 | 31 | 1.0% |
| 18 | 30 | 1.0% |
| 27 | 30 | 1.0% |
| Other values (459) | 2629 |
| Value | Count | Frequency (%) |
| 1 | 6 | 0.2% |
| 2 | 14 | |
| 3 | 15 | |
| 4 | 17 | |
| 5 | 26 | |
| 6 | 29 | |
| 7 | 18 | |
| 8 | 19 | |
| 9 | 27 | |
| 10 | 27 |
| Value | Count | Frequency (%) |
| 7837 | 1 | |
| 5586 | 1 | |
| 5095 | 1 | |
| 4577 | 1 | |
| 2698 | 1 | |
| 2379 | 1 | |
| 2060 | 1 | |
| 1818 | 1 | |
| 1673 | 1 | |
| 1636 | 1 |
avg_basket_size
Real number (ℝ)
| Distinct | 1973 |
|---|---|
| Distinct (%) | 66.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 235.83169 |
| Minimum | 1 |
|---|---|
| Maximum | 6009.3333 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 44 |
| Q1 | 103.2375 |
| median | 172 |
| Q3 | 281.375 |
| 95-th percentile | 598.345 |
| Maximum | 6009.3333 |
| Range | 6008.3333 |
| Interquartile range (IQR) | 178.1375 |
Descriptive statistics
| Standard deviation | 283.87459 |
|---|---|
| Coefficient of variation (CV) | 1.2037169 |
| Kurtosis | 102.86589 |
| Mean | 235.83169 |
| Median Absolute Deviation (MAD) | 82.625 |
| Skewness | 7.7098453 |
| Sum | 699948.45 |
| Variance | 80584.784 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 100 | 11 | 0.4% |
| 114 | 10 | 0.3% |
| 82 | 9 | 0.3% |
| 73 | 9 | 0.3% |
| 86 | 9 | 0.3% |
| 75 | 8 | 0.3% |
| 136 | 8 | 0.3% |
| 140 | 8 | 0.3% |
| 60 | 8 | 0.3% |
| 88 | 8 | 0.3% |
| Other values (1963) | 2880 |
| Value | Count | Frequency (%) |
| 1 | 2 | |
| 2 | 1 | |
| 3.333333333 | 1 | |
| 5.333333333 | 1 | |
| 5.666666667 | 1 | |
| 6.142857143 | 1 | |
| 7.5 | 1 | |
| 9 | 1 | |
| 9.5 | 1 | |
| 11 | 1 |
| Value | Count | Frequency (%) |
| 6009.333333 | 1 | |
| 4282 | 1 | |
| 3906 | 1 | |
| 3868.65 | 1 | |
| 2880 | 1 | |
| 2801 | 1 | |
| 2733.944444 | 1 | |
| 2518.769231 | 1 | |
| 2160.333333 | 1 | |
| 2082.225806 | 1 |
avg_unique_basket_size
Real number (ℝ)
| Distinct | 1009 |
|---|---|
| Distinct (%) | 34.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.158128 |
| Minimum | 1 |
|---|---|
| Maximum | 299.70588 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3.4021531 |
| Q1 | 10 |
| median | 17.2 |
| Q3 | 27.75 |
| 95-th percentile | 56.9475 |
| Maximum | 299.70588 |
| Range | 298.70588 |
| Interquartile range (IQR) | 17.75 |
Descriptive statistics
| Standard deviation | 19.512566 |
|---|---|
| Coefficient of variation (CV) | 0.88060535 |
| Kurtosis | 27.705366 |
| Mean | 22.158128 |
| Median Absolute Deviation (MAD) | 8.2 |
| Skewness | 3.4995256 |
| Sum | 65765.325 |
| Variance | 380.74025 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13 | 54 | 1.8% |
| 14 | 40 | 1.3% |
| 11 | 38 | 1.3% |
| 9 | 33 | 1.1% |
| 18 | 33 | 1.1% |
| 1 | 32 | 1.1% |
| 20 | 31 | 1.0% |
| 10 | 30 | 1.0% |
| 16 | 29 | 1.0% |
| 17 | 28 | 0.9% |
| Other values (999) | 2620 |
| Value | Count | Frequency (%) |
| 1 | 32 | |
| 1.2 | 1 | < 0.1% |
| 1.25 | 1 | < 0.1% |
| 1.333333333 | 2 | 0.1% |
| 1.5 | 7 | 0.2% |
| 1.568181818 | 1 | < 0.1% |
| 1.571428571 | 1 | < 0.1% |
| 1.666666667 | 4 | 0.1% |
| 1.833333333 | 1 | < 0.1% |
| 2 | 24 |
| Value | Count | Frequency (%) |
| 299.7058824 | 1 | |
| 259 | 1 | |
| 203.5 | 1 | |
| 148 | 1 | |
| 145 | 1 | |
| 136.125 | 1 | |
| 135.5 | 1 | |
| 127 | 1 | |
| 122 | 1 | |
| 118 | 1 |
freq
Real number (ℝ)
| Distinct | 1348 |
|---|---|
| Distinct (%) | 45.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.063285225 |
| Minimum | 0.0054495913 |
|---|---|
| Maximum | 3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 0.0054495913 |
|---|---|
| 5-th percentile | 0.0094339623 |
| Q1 | 0.017777778 |
| median | 0.029411765 |
| Q3 | 0.055440135 |
| 95-th percentile | 0.22222222 |
| Maximum | 3 |
| Range | 2.9945504 |
| Interquartile range (IQR) | 0.037662358 |
Descriptive statistics
| Standard deviation | 0.13449713 |
|---|---|
| Coefficient of variation (CV) | 2.1252533 |
| Kurtosis | 121.53966 |
| Mean | 0.063285225 |
| Median Absolute Deviation (MAD) | 0.01432783 |
| Skewness | 8.7727252 |
| Sum | 187.83055 |
| Variance | 0.018089479 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.3333333333 | 21 | 0.7% |
| 0.1666666667 | 21 | 0.7% |
| 0.02777777778 | 20 | 0.7% |
| 0.09090909091 | 19 | 0.6% |
| 0.0625 | 17 | 0.6% |
| 0.4 | 16 | 0.5% |
| 0.1333333333 | 16 | 0.5% |
| 0.03571428571 | 15 | 0.5% |
| 0.02380952381 | 15 | 0.5% |
| 0.25 | 15 | 0.5% |
| Other values (1338) | 2793 |
| Value | Count | Frequency (%) |
| 0.005449591281 | 1 | < 0.1% |
| 0.005464480874 | 1 | < 0.1% |
| 0.005494505495 | 1 | < 0.1% |
| 0.005509641873 | 1 | < 0.1% |
| 0.005586592179 | 2 | |
| 0.005602240896 | 1 | < 0.1% |
| 0.005617977528 | 2 | |
| 0.00566572238 | 1 | < 0.1% |
| 0.005681818182 | 2 | |
| 0.005698005698 | 3 |
| Value | Count | Frequency (%) |
| 3 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 1.571428571 | 1 | < 0.1% |
| 1.5 | 3 | 0.1% |
| 1 | 14 | |
| 0.8333333333 | 1 | < 0.1% |
| 0.75 | 1 | < 0.1% |
| 0.6666666667 | 12 | |
| 0.6487935657 | 1 | < 0.1% |
| 0.6 | 1 | < 0.1% |
| Distinct | 2965 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.989799 |
| Minimum | 2.1505882 |
|---|---|
| Maximum | 4453.43 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 2.1505882 |
|---|---|
| 5-th percentile | 4.915888 |
| Q1 | 13.118111 |
| median | 17.936066 |
| Q3 | 24.882907 |
| 95-th percentile | 90.052125 |
| Maximum | 4453.43 |
| Range | 4451.2794 |
| Interquartile range (IQR) | 11.764796 |
Descriptive statistics
| Standard deviation | 119.53254 |
|---|---|
| Coefficient of variation (CV) | 3.6233182 |
| Kurtosis | 812.9555 |
| Mean | 32.989799 |
| Median Absolute Deviation (MAD) | 5.9616373 |
| Skewness | 25.156777 |
| Sum | 97913.724 |
| Variance | 14288.028 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 15 | 2 | 0.1% |
| 4.162 | 2 | 0.1% |
| 14.47833333 | 2 | 0.1% |
| 18.15222222 | 1 | < 0.1% |
| 13.92736842 | 1 | < 0.1% |
| 36.24411765 | 1 | < 0.1% |
| 29.78416667 | 1 | < 0.1% |
| 22.8792623 | 1 | < 0.1% |
| 20.51104167 | 1 | < 0.1% |
| 149.025 | 1 | < 0.1% |
| Other values (2955) | 2955 |
| Value | Count | Frequency (%) |
| 2.150588235 | 1 | |
| 2.4325 | 1 | |
| 2.462371134 | 1 | |
| 2.511241379 | 1 | |
| 2.515333333 | 1 | |
| 2.65 | 1 | |
| 2.656931818 | 1 | |
| 2.707598253 | 1 | |
| 2.760621572 | 1 | |
| 2.770464191 | 1 |
| Value | Count | Frequency (%) |
| 4453.43 | 1 | |
| 3202.92 | 1 | |
| 1687.2 | 1 | |
| 952.9875 | 1 | |
| 872.13 | 1 | |
| 841.0214493 | 1 | |
| 651.1683333 | 1 | |
| 640 | 1 | |
| 624.4 | 1 | |
| 615.75 | 1 |
avg_rec_days
Real number (ℝ)
| Distinct | 1258 |
|---|---|
| Distinct (%) | 42.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 67.305053 |
| Minimum | 1 |
|---|---|
| Maximum | 366 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 25.927198 |
| median | 48.267857 |
| Q3 | 85.333333 |
| 95-th percentile | 200.65 |
| Maximum | 366 |
| Range | 365 |
| Interquartile range (IQR) | 59.406136 |
Descriptive statistics
| Standard deviation | 63.503259 |
|---|---|
| Coefficient of variation (CV) | 0.94351399 |
| Kurtosis | 4.9086453 |
| Mean | 67.305053 |
| Median Absolute Deviation (MAD) | 26.267857 |
| Skewness | 2.0662224 |
| Sum | 199761.4 |
| Variance | 4032.6639 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 14 | 25 | 0.8% |
| 4 | 22 | 0.7% |
| 70 | 21 | 0.7% |
| 7 | 20 | 0.7% |
| 35 | 19 | 0.6% |
| 49 | 18 | 0.6% |
| 11 | 17 | 0.6% |
| 46 | 17 | 0.6% |
| 21 | 17 | 0.6% |
| 28 | 16 | 0.5% |
| Other values (1248) | 2776 |
| Value | Count | Frequency (%) |
| 1 | 16 | |
| 1.5 | 1 | < 0.1% |
| 2 | 13 | |
| 2.5 | 1 | < 0.1% |
| 2.601398601 | 1 | < 0.1% |
| 3 | 15 | |
| 3.321428571 | 1 | < 0.1% |
| 3.330357143 | 1 | < 0.1% |
| 3.5 | 2 | 0.1% |
| 4 | 22 |
| Value | Count | Frequency (%) |
| 366 | 1 | < 0.1% |
| 365 | 1 | < 0.1% |
| 363 | 1 | < 0.1% |
| 362 | 1 | < 0.1% |
| 357 | 2 | |
| 356 | 1 | < 0.1% |
| 355 | 2 | |
| 352 | 1 | < 0.1% |
| 351 | 2 | |
| 350 | 3 |
| Distinct | 172 |
|---|---|
| Distinct (%) | 5.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.984164 |
| Minimum | 0 |
|---|---|
| Maximum | 9014 |
| Zeros | 1481 |
| Zeros (%) | 49.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 6 |
| 95-th percentile | 62.65 |
| Maximum | 9014 |
| Range | 9014 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 228.65147 |
|---|---|
| Coefficient of variation (CV) | 9.1518557 |
| Kurtosis | 912.13278 |
| Mean | 24.984164 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 26.846194 |
| Sum | 74153 |
| Variance | 52281.494 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1481 | |
| 1 | 295 | 9.9% |
| 3 | 169 | 5.7% |
| 6 | 93 | 3.1% |
| 2 | 87 | 2.9% |
| 4 | 71 | 2.4% |
| 5 | 43 | 1.4% |
| 12 | 43 | 1.4% |
| 8 | 40 | 1.3% |
| 7 | 38 | 1.3% |
| Other values (162) | 608 |
| Value | Count | Frequency (%) |
| 0 | 1481 | |
| 1 | 295 | 9.9% |
| 2 | 87 | 2.9% |
| 3 | 169 | 5.7% |
| 4 | 71 | 2.4% |
| 5 | 43 | 1.4% |
| 6 | 93 | 3.1% |
| 7 | 38 | 1.3% |
| 8 | 40 | 1.3% |
| 9 | 36 | 1.2% |
| Value | Count | Frequency (%) |
| 9014 | 1 | |
| 4824 | 1 | |
| 4027 | 1 | |
| 2302 | 2 | |
| 1776 | 1 | |
| 1608 | 1 | |
| 1589 | 1 | |
| 1515 | 1 | |
| 1278 | 1 | |
| 1242 | 1 |
Auto
The auto setting is an interpretable pairwise column metric of the following mapping:- Variable_type-Variable_type : Method, Range
- Categorical-Categorical : Cramer's V, [0,1]
- Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
- Numerical-Numerical : Spearman's ρ, [-1,1]
This configuration uses the recommended metric for each pair of columns.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.| customer_id | gross_revenue | recency_days | qtde_invoice | qtde_items | qtde_products | avg_basket_size | avg_unique_basket_size | freq | avg_ticket | avg_rec_days | qtde_returns | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 17850.0 | 5391.21 | 372.0 | 34.0 | 1733.0 | 297.0 | 50.970588 | 8.735294 | 0.486111 | 18.152222 | 35.500000 | 21.0 |
| 1 | 13047.0 | 3232.59 | 56.0 | 9.0 | 1390.0 | 171.0 | 154.444444 | 19.000000 | 0.048780 | 18.904035 | 27.250000 | 6.0 |
| 2 | 12583.0 | 6705.38 | 2.0 | 15.0 | 5028.0 | 232.0 | 335.200000 | 15.466667 | 0.045699 | 28.902500 | 23.187500 | 50.0 |
| 3 | 13748.0 | 948.25 | 95.0 | 5.0 | 439.0 | 28.0 | 87.800000 | 5.600000 | 0.017921 | 33.866071 | 92.666667 | 0.0 |
| 4 | 15100.0 | 876.00 | 333.0 | 3.0 | 80.0 | 3.0 | 26.666667 | 1.000000 | 0.136364 | 292.000000 | 8.600000 | 22.0 |
| 5 | 15291.0 | 4623.30 | 25.0 | 14.0 | 2102.0 | 102.0 | 150.142857 | 7.285714 | 0.054441 | 45.326471 | 23.200000 | 27.0 |
| 6 | 14688.0 | 5630.87 | 7.0 | 21.0 | 3621.0 | 327.0 | 172.428571 | 15.571429 | 0.073569 | 17.219786 | 18.300000 | 281.0 |
| 7 | 17809.0 | 5411.91 | 16.0 | 12.0 | 2057.0 | 61.0 | 171.416667 | 5.083333 | 0.039106 | 88.719836 | 35.700000 | 41.0 |
| 8 | 15311.0 | 60767.90 | 0.0 | 91.0 | 38194.0 | 2379.0 | 419.714286 | 26.142857 | 0.315508 | 25.543464 | 4.144444 | 231.0 |
| 9 | 16098.0 | 2005.63 | 87.0 | 7.0 | 613.0 | 67.0 | 87.571429 | 9.571429 | 0.024390 | 29.934776 | 47.666667 | 0.0 |
| customer_id | gross_revenue | recency_days | qtde_invoice | qtde_items | qtde_products | avg_basket_size | avg_unique_basket_size | freq | avg_ticket | avg_rec_days | qtde_returns | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5626 | 17727.0 | 1060.25 | 15.0 | 1.0 | 645.0 | 66.0 | 645.000000 | 66.0 | 0.285714 | 16.064394 | 6.0 | 6.0 |
| 5636 | 17232.0 | 421.52 | 2.0 | 2.0 | 203.0 | 36.0 | 101.500000 | 18.0 | 0.153846 | 11.708889 | 12.0 | 0.0 |
| 5637 | 17468.0 | 137.00 | 10.0 | 2.0 | 116.0 | 5.0 | 58.000000 | 2.5 | 0.400000 | 27.400000 | 4.0 | 0.0 |
| 5648 | 13596.0 | 697.04 | 5.0 | 2.0 | 406.0 | 166.0 | 203.000000 | 83.0 | 0.250000 | 4.199036 | 7.0 | 0.0 |
| 5654 | 14893.0 | 1237.85 | 9.0 | 2.0 | 799.0 | 73.0 | 399.500000 | 36.5 | 0.666667 | 16.956849 | 2.0 | 0.0 |
| 5658 | 12479.0 | 473.20 | 11.0 | 1.0 | 382.0 | 30.0 | 382.000000 | 30.0 | 0.333333 | 15.773333 | 4.0 | 34.0 |
| 5679 | 14126.0 | 706.13 | 7.0 | 3.0 | 508.0 | 15.0 | 169.333333 | 5.0 | 1.000000 | 47.075333 | 3.0 | 50.0 |
| 5685 | 13521.0 | 1092.39 | 1.0 | 3.0 | 733.0 | 435.0 | 244.333333 | 145.0 | 0.300000 | 2.511241 | 4.5 | 0.0 |
| 5695 | 15060.0 | 301.84 | 8.0 | 4.0 | 262.0 | 120.0 | 65.500000 | 30.0 | 2.000000 | 2.515333 | 1.0 | 0.0 |
| 5714 | 12558.0 | 269.96 | 7.0 | 1.0 | 196.0 | 11.0 | 196.000000 | 11.0 | 0.285714 | 24.541818 | 6.0 | 102.0 |